Overview

Dataset Statistics

Number of Variables 30
Number of Rows 569
Missing Cells 0
Missing Cells (%) 0.0%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 133.5 KB
Average Row Size in Memory 240.2 B
Variable Types
  • Numerical: 30

Dataset Insights

radius error is skewed Skewed
perimeter error is skewed Skewed
area error is skewed Skewed
smoothness error is skewed Skewed
concavity error is skewed Skewed
fractal dimension error is skewed Skewed
worst area is skewed Skewed

Variables


mean radius

numerical

Approximate Distinct Count 456
Approximate Unique (%) 80.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 14.1273
Minimum 6.981
Maximum 28.11
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean radius is skewed right (γ1 = 0.9399)

Quantile Statistics

Minimum 6.981
5-th Percentile 9.5292
Q1 11.7
Median 13.37
Q3 15.78
95-th Percentile 20.576
Maximum 28.11
Range 21.129
IQR 4.08

Descriptive Statistics

Mean 14.1273
Standard Deviation 3.524
Variance 12.4189
Sum 8038.429
Skewness 0.9399
Kurtosis 0.8276
Coefficient of Variation 0.2494
  • mean radius is not normally distributed (p-value 0.007686890854254859)
  • mean radius has 14 outliers

mean texture

numerical

Approximate Distinct Count 479
Approximate Unique (%) 84.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 19.2896
Minimum 9.71
Maximum 39.28
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean texture is skewed right (γ1 = 0.6487)

Quantile Statistics

Minimum 9.71
5-th Percentile 13.088
Q1 16.17
Median 18.84
Q3 21.8
95-th Percentile 27.15
Maximum 39.28
Range 29.57
IQR 5.63

Descriptive Statistics

Mean 19.2896
Standard Deviation 4.301
Variance 18.4989
Sum 10975.81
Skewness 0.6487
Kurtosis 0.7411
Coefficient of Variation 0.223
  • mean texture has 7 outliers

mean perimeter

numerical

Approximate Distinct Count 522
Approximate Unique (%) 91.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 91.969
Minimum 43.79
Maximum 188.5
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean perimeter is skewed right (γ1 = 0.988)

Quantile Statistics

Minimum 43.79
5-th Percentile 60.496
Q1 75.17
Median 86.24
Q3 104.1
95-th Percentile 135.82
Maximum 188.5
Range 144.71
IQR 28.93

Descriptive Statistics

Mean 91.969
Standard Deviation 24.299
Variance 590.4405
Sum 52330.38
Skewness 0.988
Kurtosis 0.9532
Coefficient of Variation 0.2642
  • mean perimeter is not normally distributed (p-value 0.0036621847632114994)
  • mean perimeter has 13 outliers

mean area

numerical

Approximate Distinct Count 539
Approximate Unique (%) 94.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 654.8891
Minimum 143.5
Maximum 2501
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean area is skewed right (γ1 = 1.6414)

Quantile Statistics

Minimum 143.5
5-th Percentile 275.78
Q1 420.3
Median 551.1
Q3 782.7
95-th Percentile 1309.8
Maximum 2501
Range 2357.5
IQR 362.4

Descriptive Statistics

Mean 654.8891
Standard Deviation 351.9141
Variance 123843.5543
Sum 372631.9
Skewness 1.6414
Kurtosis 3.6098
Coefficient of Variation 0.5374
  • mean area is not normally distributed (p-value 1.07139978776987e-05)
  • mean area has 25 outliers

mean smoothness

numerical

Approximate Distinct Count 474
Approximate Unique (%) 83.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.09636
Minimum 0.05263
Maximum 0.1634
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean smoothness is skewed right (γ1 = 0.4551)

Quantile Statistics

Minimum 0.05263
5-th Percentile 0.07504
Q1 0.08637
Median 0.09587
Q3 0.1053
95-th Percentile 0.1188
Maximum 0.1634
Range 0.1108
IQR 0.01893

Descriptive Statistics

Mean 0.09636
Standard Deviation 0.01406
Variance 0.0001978
Sum 54.829
Skewness 0.4551
Kurtosis 0.8379
Coefficient of Variation 0.146
  • mean smoothness has 6 outliers

mean compactness

numerical

Approximate Distinct Count 537
Approximate Unique (%) 94.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.1043
Minimum 0.01938
Maximum 0.3454
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean compactness is skewed right (γ1 = 1.187)

Quantile Statistics

Minimum 0.01938
5-th Percentile 0.04066
Q1 0.06492
Median 0.09263
Q3 0.1304
95-th Percentile 0.2087
Maximum 0.3454
Range 0.326
IQR 0.06548

Descriptive Statistics

Mean 0.1043
Standard Deviation 0.05281
Variance 0.002789
Sum 59.37
Skewness 1.187
Kurtosis 1.6251
Coefficient of Variation 0.5062
  • mean compactness has 16 outliers

mean concavity

numerical

Approximate Distinct Count 537
Approximate Unique (%) 94.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.0888
Minimum 0
Maximum 0.4268
Zeros 13
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • mean concavity is skewed right (γ1 = 1.3975)

Quantile Statistics

Minimum 0
5-th Percentile 0.004983
Q1 0.02956
Median 0.06154
Q3 0.1307
95-th Percentile 0.243
Maximum 0.4268
Range 0.4268
IQR 0.1011

Descriptive Statistics

Mean 0.0888
Standard Deviation 0.07972
Variance 0.006355
Sum 50.5268
Skewness 1.3975
Kurtosis 1.9706
Coefficient of Variation 0.8978
  • mean concavity is not normally distributed (p-value 0.00012334214627604046)
  • mean concavity has 18 outliers

mean concave points

numerical

Approximate Distinct Count 542
Approximate Unique (%) 95.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.04892
Minimum 0
Maximum 0.2012
Zeros 13
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • mean concave points is skewed right (γ1 = 1.1681)

Quantile Statistics

Minimum 0
5-th Percentile 0.005621
Q1 0.02031
Median 0.0335
Q3 0.074
95-th Percentile 0.1257
Maximum 0.2012
Range 0.2012
IQR 0.05369

Descriptive Statistics

Mean 0.04892
Standard Deviation 0.0388
Variance 0.001506
Sum 27.835
Skewness 1.1681
Kurtosis 1.0467
Coefficient of Variation 0.7932
  • mean concave points is not normally distributed (p-value 9.256697995165606e-05)
  • mean concave points has 10 outliers

mean symmetry

numerical

Approximate Distinct Count 432
Approximate Unique (%) 75.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.1812
Minimum 0.106
Maximum 0.304
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean symmetry is skewed right (γ1 = 0.7237)

Quantile Statistics

Minimum 0.106
5-th Percentile 0.1415
Q1 0.1619
Median 0.1792
Q3 0.1957
95-th Percentile 0.2307
Maximum 0.304
Range 0.198
IQR 0.0338

Descriptive Statistics

Mean 0.1812
Standard Deviation 0.02741
Variance 0.00075154
Sum 103.0811
Skewness 0.7237
Kurtosis 1.2661
Coefficient of Variation 0.1513
  • mean symmetry has 15 outliers

mean fractal dimension

numerical

Approximate Distinct Count 499
Approximate Unique (%) 87.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.0628
Minimum 0.04996
Maximum 0.09744
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • mean fractal dimension is skewed right (γ1 = 1.301)

Quantile Statistics

Minimum 0.04996
5-th Percentile 0.05393
Q1 0.0577
Median 0.06154
Q3 0.06612
95-th Percentile 0.07609
Maximum 0.09744
Range 0.04748
IQR 0.00842

Descriptive Statistics

Mean 0.0628
Standard Deviation 0.00706
Variance 4.9849e-05
Sum 35.7318
Skewness 1.301
Kurtosis 2.969
Coefficient of Variation 0.1124
  • mean fractal dimension is not normally distributed (p-value 0.004352605680424417)
  • mean fractal dimension has 15 outliers

radius error

numerical

Approximate Distinct Count 540
Approximate Unique (%) 94.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.4052
Minimum 0.1115
Maximum 2.873
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • radius error is skewed right (γ1 = 3.0805)

Quantile Statistics

Minimum 0.1115
5-th Percentile 0.1601
Q1 0.2324
Median 0.3242
Q3 0.4789
95-th Percentile 0.9595
Maximum 2.873
Range 2.7615
IQR 0.2465

Descriptive Statistics

Mean 0.4052
Standard Deviation 0.2773
Variance 0.0769
Sum 230.5429
Skewness 3.0805
Kurtosis 17.5212
Coefficient of Variation 0.6844
  • radius error is not normally distributed (p-value 7.639787408755854e-10)
  • radius error has 38 outliers

texture error

numerical

Approximate Distinct Count 519
Approximate Unique (%) 91.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 1.2169
Minimum 0.3602
Maximum 4.885
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • texture error is skewed right (γ1 = 1.6421)

Quantile Statistics

Minimum 0.3602
5-th Percentile 0.5401
Q1 0.8339
Median 1.108
Q3 1.474
95-th Percentile 2.212
Maximum 4.885
Range 4.5248
IQR 0.6401

Descriptive Statistics

Mean 1.2169
Standard Deviation 0.5516
Variance 0.3043
Sum 692.3896
Skewness 1.6421
Kurtosis 5.2918
Coefficient of Variation 0.4533
  • texture error is not normally distributed (p-value 0.0005628776412843143)
  • texture error has 20 outliers

perimeter error

numerical

Approximate Distinct Count 533
Approximate Unique (%) 93.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 2.8661
Minimum 0.757
Maximum 21.98
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • perimeter error is skewed right (γ1 = 3.4345)

Quantile Statistics

Minimum 0.757
5-th Percentile 1.1328
Q1 1.606
Median 2.287
Q3 3.357
95-th Percentile 7.0416
Maximum 21.98
Range 21.223
IQR 1.751

Descriptive Statistics

Mean 2.8661
Standard Deviation 2.0219
Variance 4.0879
Sum 1630.7877
Skewness 3.4345
Kurtosis 21.2038
Coefficient of Variation 0.7054
  • perimeter error is not normally distributed (p-value 4.032140247983928e-10)
  • perimeter error has 38 outliers

area error

numerical

Approximate Distinct Count 528
Approximate Unique (%) 92.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 40.3371
Minimum 6.802
Maximum 542.2
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • area error is skewed right (γ1 = 5.4328)

Quantile Statistics

Minimum 6.802
5-th Percentile 11.36
Q1 17.85
Median 24.53
Q3 45.19
95-th Percentile 115.8
Maximum 542.2
Range 535.398
IQR 27.34

Descriptive Statistics

Mean 40.3371
Standard Deviation 45.491
Variance 2069.4316
Sum 22951.798
Skewness 5.4328
Kurtosis 48.7672
Coefficient of Variation 1.1278
  • area error is not normally distributed (p-value 4.240616701428989e-17)
  • area error has 65 outliers

smoothness error

numerical

Approximate Distinct Count 547
Approximate Unique (%) 96.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.007041
Minimum 0.001713
Maximum 0.03113
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • smoothness error is skewed right (γ1 = 2.3083)

Quantile Statistics

Minimum 0.001713
5-th Percentile 0.00369
Q1 0.005169
Median 0.00638
Q3 0.008146
95-th Percentile 0.01264
Maximum 0.03113
Range 0.02942
IQR 0.002977

Descriptive Statistics

Mean 0.007041
Standard Deviation 0.003003
Variance 9.0151e-06
Sum 4.0063
Skewness 2.3083
Kurtosis 10.3675
Coefficient of Variation 0.4264
  • smoothness error is not normally distributed (p-value 1.5567957450766472e-06)
  • smoothness error has 30 outliers

compactness error

numerical

Approximate Distinct Count 541
Approximate Unique (%) 95.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.02548
Minimum 0.002252
Maximum 0.1354
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • compactness error is skewed right (γ1 = 1.8972)

Quantile Statistics

Minimum 0.002252
5-th Percentile 0.007892
Q1 0.01308
Median 0.02045
Q3 0.03245
95-th Percentile 0.06058
Maximum 0.1354
Range 0.1331
IQR 0.01937

Descriptive Statistics

Mean 0.02548
Standard Deviation 0.01791
Variance 0.0003207
Sum 14.4971
Skewness 1.8972
Kurtosis 5.051
Coefficient of Variation 0.7029
  • compactness error is not normally distributed (p-value 6.331852829501114e-06)
  • compactness error has 28 outliers

concavity error

numerical

Approximate Distinct Count 533
Approximate Unique (%) 93.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.03189
Minimum 0
Maximum 0.396
Zeros 13
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • concavity error is skewed right (γ1 = 5.097)

Quantile Statistics

Minimum 0
5-th Percentile 0.003253
Q1 0.01509
Median 0.02589
Q3 0.04205
95-th Percentile 0.07894
Maximum 0.396
Range 0.396
IQR 0.02696

Descriptive Statistics

Mean 0.03189
Standard Deviation 0.03019
Variance 0.0009112
Sum 18.1475
Skewness 5.097
Kurtosis 48.4226
Coefficient of Variation 0.9465
  • concavity error is not normally distributed (p-value 2.8184330421392243e-10)
  • concavity error has 22 outliers

concave points error

numerical

Approximate Distinct Count 507
Approximate Unique (%) 89.1%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.0118
Minimum 0
Maximum 0.05279
Zeros 13
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • concave points error is skewed right (γ1 = 1.4409)

Quantile Statistics

Minimum 0
5-th Percentile 0.003831
Q1 0.007638
Median 0.01093
Q3 0.01471
95-th Percentile 0.02288
Maximum 0.05279
Range 0.05279
IQR 0.007072

Descriptive Statistics

Mean 0.0118
Standard Deviation 0.00617
Variance 3.8072e-05
Sum 6.712
Skewness 1.4409
Kurtosis 5.0708
Coefficient of Variation 0.5231
  • concave points error is not normally distributed (p-value 0.0014921634105268067)
  • concave points error has 19 outliers

symmetry error

numerical

Approximate Distinct Count 498
Approximate Unique (%) 87.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.02054
Minimum 0.007882
Maximum 0.07895
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • symmetry error is skewed right (γ1 = 2.1893)

Quantile Statistics

Minimum 0.007882
5-th Percentile 0.01176
Q1 0.01516
Median 0.01873
Q3 0.02348
95-th Percentile 0.03499
Maximum 0.07895
Range 0.07107
IQR 0.00832

Descriptive Statistics

Mean 0.02054
Standard Deviation 0.008266
Variance 6.8333e-05
Sum 11.6886
Skewness 2.1893
Kurtosis 7.8164
Coefficient of Variation 0.4024
  • symmetry error is not normally distributed (p-value 1.3358893518095191e-05)
  • symmetry error has 27 outliers

fractal dimension error

numerical

Approximate Distinct Count 545
Approximate Unique (%) 95.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.003795
Minimum 0.0008948
Maximum 0.02984
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • fractal dimension error is skewed right (γ1 = 3.9136)

Quantile Statistics

Minimum 0.0008948
5-th Percentile 0.001522
Q1 0.002248
Median 0.003187
Q3 0.004558
95-th Percentile 0.00796
Maximum 0.02984
Range 0.02895
IQR 0.00231

Descriptive Statistics

Mean 0.003795
Standard Deviation 0.002646
Variance 7.0017e-06
Sum 2.1593
Skewness 3.9136
Kurtosis 26.0399
Coefficient of Variation 0.6973
  • fractal dimension error is not normally distributed (p-value 5.352308237792816e-09)
  • fractal dimension error has 28 outliers

worst radius

numerical

Approximate Distinct Count 457
Approximate Unique (%) 80.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 16.2692
Minimum 7.93
Maximum 36.04
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst radius is skewed right (γ1 = 1.1002)

Quantile Statistics

Minimum 7.93
5-th Percentile 10.534
Q1 13.01
Median 14.97
Q3 18.79
95-th Percentile 25.64
Maximum 36.04
Range 28.11
IQR 5.78

Descriptive Statistics

Mean 16.2692
Standard Deviation 4.8332
Variance 23.3602
Sum 9257.169
Skewness 1.1002
Kurtosis 0.9253
Coefficient of Variation 0.2971
  • worst radius is not normally distributed (p-value 0.00018167676661603037)
  • worst radius has 17 outliers

worst texture

numerical

Approximate Distinct Count 511
Approximate Unique (%) 89.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 25.6772
Minimum 12.02
Maximum 49.54
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst texture is skewed right (γ1 = 0.497)

Quantile Statistics

Minimum 12.02
5-th Percentile 16.574
Q1 21.08
Median 25.41
Q3 29.72
95-th Percentile 36.3
Maximum 49.54
Range 37.52
IQR 8.64

Descriptive Statistics

Mean 25.6772
Standard Deviation 6.1463
Variance 37.7765
Sum 14610.34
Skewness 0.497
Kurtosis 0.2118
Coefficient of Variation 0.2394
  • worst texture is not normally distributed (p-value 0.004104616740196175)
  • worst texture has 5 outliers

worst perimeter

numerical

Approximate Distinct Count 514
Approximate Unique (%) 90.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 107.2612
Minimum 50.41
Maximum 251.2
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst perimeter is skewed right (γ1 = 1.1252)

Quantile Statistics

Minimum 50.41
5-th Percentile 67.856
Q1 84.11
Median 97.66
Q3 125.4
95-th Percentile 171.64
Maximum 251.2
Range 200.79
IQR 41.29

Descriptive Statistics

Mean 107.2612
Standard Deviation 33.6025
Variance 1129.1308
Sum 61031.63
Skewness 1.1252
Kurtosis 1.0502
Coefficient of Variation 0.3133
  • worst perimeter is not normally distributed (p-value 0.00027135485616070913)
  • worst perimeter has 15 outliers

worst area

numerical

Approximate Distinct Count 544
Approximate Unique (%) 95.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 880.5831
Minimum 185.2
Maximum 4254
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst area is skewed right (γ1 = 1.8545)

Quantile Statistics

Minimum 185.2
5-th Percentile 331.06
Q1 515.3
Median 686.5
Q3 1084
95-th Percentile 2009.6
Maximum 4254
Range 4068.8
IQR 568.7

Descriptive Statistics

Mean 880.5831
Standard Deviation 569.357
Variance 324167.3851
Sum 501051.8
Skewness 1.8545
Kurtosis 4.3473
Coefficient of Variation 0.6466
  • worst area is not normally distributed (p-value 8.460699488891405e-09)
  • worst area has 35 outliers

worst smoothness

numerical

Approximate Distinct Count 411
Approximate Unique (%) 72.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.1324
Minimum 0.07117
Maximum 0.2226
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst smoothness is skewed right (γ1 = 0.4143)

Quantile Statistics

Minimum 0.07117
5-th Percentile 0.09573
Q1 0.1166
Median 0.1313
Q3 0.146
95-th Percentile 0.1718
Maximum 0.2226
Range 0.1514
IQR 0.0294

Descriptive Statistics

Mean 0.1324
Standard Deviation 0.02283
Variance 0.00052132
Sum 75.3177
Skewness 0.4143
Kurtosis 0.5028
Coefficient of Variation 0.1725
  • worst smoothness has 7 outliers

worst compactness

numerical

Approximate Distinct Count 529
Approximate Unique (%) 93.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.2543
Minimum 0.02729
Maximum 1.058
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst compactness is skewed right (γ1 = 1.4697)

Quantile Statistics

Minimum 0.02729
5-th Percentile 0.0712
Q1 0.1472
Median 0.2119
Q3 0.3391
95-th Percentile 0.5641
Maximum 1.058
Range 1.0307
IQR 0.1919

Descriptive Statistics

Mean 0.2543
Standard Deviation 0.1573
Variance 0.02475
Sum 144.6768
Skewness 1.4697
Kurtosis 3.0021
Coefficient of Variation 0.6188
  • worst compactness is not normally distributed (p-value 0.008310965674839781)
  • worst compactness has 16 outliers

worst concavity

numerical

Approximate Distinct Count 539
Approximate Unique (%) 94.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.2722
Minimum 0
Maximum 1.252
Zeros 13
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • worst concavity is skewed right (γ1 = 1.1472)

Quantile Statistics

Minimum 0
5-th Percentile 0.01836
Q1 0.1145
Median 0.2267
Q3 0.3829
95-th Percentile 0.6824
Maximum 1.252
Range 1.252
IQR 0.2684

Descriptive Statistics

Mean 0.2722
Standard Deviation 0.2086
Variance 0.04352
Sum 154.8752
Skewness 1.1472
Kurtosis 1.5906
Coefficient of Variation 0.7665
  • worst concavity has 12 outliers

worst concave points

numerical

Approximate Distinct Count 492
Approximate Unique (%) 86.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.1146
Minimum 0
Maximum 0.291
Zeros 13
Zeros (%) 2.3%
Negatives 0
Negatives (%) 0.0%
  • worst concave points is skewed right (γ1 = 0.4913)

Quantile Statistics

Minimum 0
5-th Percentile 0.02429
Q1 0.06493
Median 0.09993
Q3 0.1614
95-th Percentile 0.2369
Maximum 0.291
Range 0.291
IQR 0.09647

Descriptive Statistics

Mean 0.1146
Standard Deviation 0.06573
Variance 0.004321
Sum 65.2109
Skewness 0.4913
Kurtosis -0.5414
Coefficient of Variation 0.5735
  • worst concave points is not normally distributed (p-value 0.0049110799979625456)

worst symmetry

numerical

Approximate Distinct Count 500
Approximate Unique (%) 87.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.2901
Minimum 0.1565
Maximum 0.6638
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst symmetry is skewed right (γ1 = 1.4301)

Quantile Statistics

Minimum 0.1565
5-th Percentile 0.2127
Q1 0.2504
Median 0.2822
Q3 0.3179
95-th Percentile 0.4062
Maximum 0.6638
Range 0.5073
IQR 0.0675

Descriptive Statistics

Mean 0.2901
Standard Deviation 0.06187
Variance 0.003828
Sum 165.053
Skewness 1.4301
Kurtosis 4.3951
Coefficient of Variation 0.2133
  • worst symmetry is not normally distributed (p-value 0.002764468402106757)
  • worst symmetry has 23 outliers

worst fractal dimension

numerical

Approximate Distinct Count 535
Approximate Unique (%) 94.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 8.9 KB
Mean 0.08395
Minimum 0.05504
Maximum 0.2075
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • worst fractal dimension is skewed right (γ1 = 1.6582)

Quantile Statistics

Minimum 0.05504
5-th Percentile 0.06256
Q1 0.07146
Median 0.08004
Q3 0.09208
95-th Percentile 0.1195
Maximum 0.2075
Range 0.1525
IQR 0.02062

Descriptive Statistics

Mean 0.08395
Standard Deviation 0.01806
Variance 0.00032621
Sum 47.7652
Skewness 1.6582
Kurtosis 5.1881
Coefficient of Variation 0.2152
  • worst fractal dimension is not normally distributed (p-value 0.00019947817055410827)
  • worst fractal dimension has 24 outliers

Interactions

Correlations

Missing Values